| Number of Variables | 11 |
|---|---|
| Number of Rows | 6.3626e+06 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 1.6 GB |
| Average Row Size in Memory | 263.4 B |
| Variable Types |
|
| amount is skewed | Skewed |
|---|---|
| oldBalanceOrig is skewed | Skewed |
| newBalanceOrig is skewed | Skewed |
| oldBalanceDest is skewed | Skewed |
| newBalanceDest is skewed | Skewed |
| nameOrig has a high cardinality: 6353307 distinct values | High Cardinality |
| nameDest has a high cardinality: 2722362 distinct values | High Cardinality |
| isFraud has constant length 1 | Constant Length |
| isFlaggedFraud has constant length 1 | Constant Length |
| oldBalanceOrig has 2102449 (33.04%) zeros | Zeros |
| newBalanceOrig has 3609566 (56.73%) zeros | Zeros |
|---|---|
| oldBalanceDest has 2704388 (42.5%) zeros | Zeros |
| newBalanceDest has 2439433 (38.34%) zeros | Zeros |
numerical
| Approximate Distinct Count | 743 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 97.1 MB |
| Mean | 243.3972 |
| Minimum | 1 |
| Maximum | 743 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 16 |
| Q1 | 155 |
| Median | 238 |
| Q3 | 334 |
| 95-th Percentile | 483 |
| Maximum | 743 |
| Range | 742 |
| IQR | 179 |
| Mean | 243.3972 |
|---|---|
| Standard Deviation | 142.332 |
| Variance | 20258.39 |
| Sum | 1.5486e+09 |
| Skewness | 0.3752 |
| Kurtosis | 0.3291 |
| Coefficient of Variation | 0.5848 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 439.4 MB |
| Mean | 7.4224 |
|---|---|
| Standard Deviation | 0.532 |
| Median | 7 |
| Minimum | 5 |
| Maximum | 8 |
| 1st row | PAYMENT |
|---|---|
| 2nd row | PAYMENT |
| 3rd row | TRANSFER |
| 4th row | CASH_OUT |
| 5th row | PAYMENT |
| Count | 43589101 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 43589101 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 5316900 |
|---|---|
| Approximate Unique (%) | 83.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 97.1 MB |
| Mean | 179861.9035 |
| Minimum | 0 |
| Maximum | 9.2446e+07 |
| Zeros | 16 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 2387.1 |
| Q1 | 13702.2908 |
| Median | 76838.4084 |
| Q3 | 211719.86 |
| 95-th Percentile | 549308.2176 |
| Maximum | 9.2446e+07 |
| Range | 9.2446e+07 |
| IQR | 198017.5692 |
| Mean | 179861.9035 |
|---|---|
| Standard Deviation | 603858.2315 |
| Variance | 3.6464e+11 |
| Sum | 1.1444e+12 |
| Skewness | 30.9939 |
| Kurtosis | 1797.9553 |
| Coefficient of Variation | 3.3573 |
categorical
| Approximate Distinct Count | 6353307 |
|---|---|
| Approximate Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 458.0 MB |
| Mean | 10.4823 |
|---|---|
| Standard Deviation | 0.6041 |
| Median | 11 |
| Minimum | 5 |
| Maximum | 11 |
| 1st row | C1231006815 |
|---|---|
| 2nd row | C1666544295 |
| 3rd row | C1305486145 |
| 4th row | C840083671 |
| 5th row | C2048537720 |
| Count | 6362620 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 6362620 |
| Dash Punctuation | 0 |
| Decimal Number | 60332420 |
numerical
| Approximate Distinct Count | 1845844 |
|---|---|
| Approximate Unique (%) | 29.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 97.1 MB |
| Mean | 833883.1041 |
| Minimum | 0 |
| Maximum | 5.9585e+07 |
| Zeros | 2102449 |
| Zeros (%) | 33.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 14616 |
| Q3 | 111571.9396 |
| 95-th Percentile | 6.1468e+06 |
| Maximum | 5.9585e+07 |
| Range | 5.9585e+07 |
| IQR | 111571.9396 |
| Mean | 833883.1041 |
|---|---|
| Standard Deviation | 2.8882e+06 |
| Variance | 8.3419e+12 |
| Sum | 5.3057e+12 |
| Skewness | 5.2491 |
| Kurtosis | 32.9649 |
| Coefficient of Variation | 3.4636 |
numerical
| Approximate Distinct Count | 2682586 |
|---|---|
| Approximate Unique (%) | 42.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 97.1 MB |
| Mean | 855113.6686 |
| Minimum | 0 |
| Maximum | 4.9585e+07 |
| Zeros | 3609566 |
| Zeros (%) | 56.7% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 153104.3104 |
| 95-th Percentile | 6.309e+06 |
| Maximum | 4.9585e+07 |
| Range | 4.9585e+07 |
| IQR | 153104.3104 |
| Mean | 855113.6686 |
|---|---|
| Standard Deviation | 2.924e+06 |
| Variance | 8.5501e+12 |
| Sum | 5.4408e+12 |
| Skewness | 5.1769 |
| Kurtosis | 32.067 |
| Coefficient of Variation | 3.4195 |
categorical
| Approximate Distinct Count | 2722362 |
|---|---|
| Approximate Unique (%) | 42.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 458.0 MB |
| Mean | 10.4818 |
|---|---|
| Standard Deviation | 0.6048 |
| Median | 11 |
| Minimum | 2 |
| Maximum | 11 |
| 1st row | M1979787155 |
|---|---|
| 2nd row | M2044282225 |
| 3rd row | C553264065 |
| 4th row | C38997010 |
| 5th row | M1230701703 |
| Count | 6362620 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 6362620 |
| Dash Punctuation | 0 |
| Decimal Number | 60328785 |
numerical
| Approximate Distinct Count | 3614697 |
|---|---|
| Approximate Unique (%) | 56.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 97.1 MB |
| Mean | 1.1007e+06 |
| Minimum | 0 |
| Maximum | 3.5602e+08 |
| Zeros | 2704388 |
| Zeros (%) | 42.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 139449.64 |
| Q3 | 968344.57 |
| 95-th Percentile | 5.5743e+06 |
| Maximum | 3.5602e+08 |
| Range | 3.5602e+08 |
| IQR | 968344.57 |
| Mean | 1.1007e+06 |
|---|---|
| Standard Deviation | 3.3992e+06 |
| Variance | 1.1554e+13 |
| Sum | 7.0033e+12 |
| Skewness | 19.9218 |
| Kurtosis | 948.6734 |
| Coefficient of Variation | 3.0882 |
numerical
| Approximate Distinct Count | 3555499 |
|---|---|
| Approximate Unique (%) | 55.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 97.1 MB |
| Mean | 1.225e+06 |
| Minimum | 0 |
| Maximum | 3.5618e+08 |
| Zeros | 2439433 |
| Zeros (%) | 38.3% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 221973.01 |
| Q3 | 1.1393e+06 |
| 95-th Percentile | 5.8821e+06 |
| Maximum | 3.5618e+08 |
| Range | 3.5618e+08 |
| IQR | 1.1393e+06 |
| Mean | 1.225e+06 |
|---|---|
| Standard Deviation | 3.6741e+06 |
| Variance | 1.3499e+13 |
| Sum | 7.7942e+12 |
| Skewness | 19.3523 |
| Kurtosis | 862.1558 |
| Coefficient of Variation | 2.9993 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 400.5 MB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 6362620 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 400.5 MB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 6362620 |